| Mayores FRP desde 2002 to 2014 | ||
| By EM Technology | ||
| MPIO_CNMBR | FRP | geometry |
|---|---|---|
| TULUÁ | 732.9 | c(-75.93, 4.08) |
| TULUÁ | 700.7 | c(-75.92, 4.08) |
| TULUÁ | 309.5 | c(-75.93, 4.05) |
| PALMIRA | 296.5 | c(-76.33, 3.55) |
| PALMIRA | 294.9 | c(-76.36, 3.56) |
| TULUÁ | 284.1 | c(-75.93, 4.06) |
| ANDALUCÍA | 265.2 | c(-76.2, 4.15) |
| PALMIRA | 242.2 | c(-76.35, 3.57) |
| CALI | 237.5 | c(-76.59, 3.45) |
| VIJES | 236.1 | c(-76.52, 3.75) |
| CARTAGO | 236.0 | c(-75.98, 4.72) |
| CALI | 225.5 | c(-76.61, 3.45) |
| GUADALAJARA DE BUGA | 224.4 | c(-75.89, 3.82) |
| PALMIRA | 220.6 | c(-76.34, 3.57) |
| BOLÍVAR | 219.5 | c(-76.2, 4.3) |
| PALMIRA | 212.6 | c(-76.37, 3.57) |
| FLORIDA | 209.4 | c(-76.09, 3.26) |
| TULUÁ | 207.4 | c(-75.93, 4.06) |
| SAN PEDRO | 204.3 | c(-76.3, 4) |
| BUGALAGRANDE | 203.8 | c(-76.19, 4.22) |
| GUADALAJARA DE BUGA | 201.6 | c(-76.1, 3.95) |
| PRADERA | 201.2 | c(-76.25, 3.47) |
| LA CUMBRE | 197.9 | c(-76.62, 3.76) |
| TULUÁ | 196.9 | c(-75.87, 4.01) |
| TULUÁ | 196.5 | c(-75.94, 4.05) |
| TULUÁ | 193.1 | c(-76.26, 4.09) |
| CAICEDONIA | 190.9 | c(-75.83, 4.38) |
| TULUÁ | 186.5 | c(-75.92, 4.04) |
| PALMIRA | 184.4 | c(-76.35, 3.58) |
| PRADERA | 184.0 | c(-76.25, 3.47) |
| DAGUA | 182.4 | c(-76.66, 3.74) |
| TULUÁ | 181.8 | c(-76.25, 4.07) |
| CARTAGO | 178.5 | c(-75.99, 4.73) |
| CARTAGO | 173.5 | c(-75.99, 4.73) |
| TULUÁ | 170.6 | c(-75.91, 4.09) |
| PALMIRA | 164.7 | c(-76.4, 3.47) |
| EL CERRITO | 163.2 | c(-76.33, 3.69) |
| TULUÁ | 161.8 | c(-76.26, 4.08) |
| PALMIRA | 159.9 | c(-76.44, 3.47) |
| CANDELARIA | 159.6 | c(-76.45, 3.38) |
| PRADERA | 158.7 | c(-76.14, 3.43) |
| EL CERRITO | 158.0 | c(-76.26, 3.67) |
| PRADERA | 156.9 | c(-76.25, 3.37) |
| EL CERRITO | 155.9 | c(-76.27, 3.67) |
| GUADALAJARA DE BUGA | 154.3 | c(-76.33, 3.8) |
| FLORIDA | 153.3 | c(-76.27, 3.31) |
| CARTAGO | 152.7 | c(-76, 4.69) |
| CALI | 150.7 | c(-76.6, 3.46) |
| GUADALAJARA DE BUGA | 150.3 | c(-76.36, 3.8) |
| FLORIDA | 149.8 | c(-76.08, 3.25) |
| CARTAGO | 147.6 | c(-75.98, 4.72) |
| TULUÁ | 147.0 | c(-75.88, 4.02) |
| CANDELARIA | 145.4 | c(-76.42, 3.34) |
| PRADERA | 145.2 | c(-76.33, 3.39) |
| CARTAGO | 144.1 | c(-76, 4.69) |
| GUACARÍ | 142.6 | c(-76.27, 3.79) |
| OBANDO | 141.8 | c(-75.96, 4.63) |
| PALMIRA | 141.7 | c(-76.39, 3.58) |
| SEVILLA | 140.3 | c(-75.85, 4.02) |
| TULUÁ | 140.0 | c(-75.95, 4.04) |
| PRADERA | 139.0 | c(-76.29, 3.45) |
| TULUÁ | 137.5 | c(-76.29, 4.05) |
| OBANDO | 137.2 | c(-75.99, 4.6) |
| CALI | 136.5 | c(-76.6, 3.46) |
| PALMIRA | 136.1 | c(-76.35, 3.57) |
| GUADALAJARA DE BUGA | 135.4 | c(-76.3, 3.96) |
| PALMIRA | 134.9 | c(-76.43, 3.47) |
| EL CERRITO | 134.7 | c(-76.4, 3.68) |
| CARTAGO | 132.5 | c(-75.93, 4.67) |
| PALMIRA | 132.5 | c(-76.37, 3.57) |
| TULUÁ | 132.5 | c(-76.25, 4.07) |
| TULUÁ | 132.3 | c(-75.92, 4.04) |
| CANDELARIA | 131.8 | c(-76.45, 3.45) |
| SAN PEDRO | 131.3 | c(-76.24, 4.03) |
| YUMBO | 131.1 | c(-76.48, 3.61) |
| LA VICTORIA | 131.0 | c(-76.05, 4.51) |
| OBANDO | 129.0 | c(-76.02, 4.64) |
| GUADALAJARA DE BUGA | 128.9 | c(-76.36, 3.82) |
| GINEBRA | 128.6 | c(-76.29, 3.72) |
| PALMIRA | 128.4 | c(-76.01, 3.56) |
| PALMIRA | 127.9 | c(-76.33, 3.59) |
| CANDELARIA | 127.1 | c(-76.32, 3.32) |
| PALMIRA | 126.4 | c(-75.99, 3.57) |
| ROLDANILLO | 125.4 | c(-76.1, 4.44) |
| CANDELARIA | 125.0 | c(-76.32, 3.32) |
| CARTAGO | 124.5 | c(-75.98, 4.72) |
| LA VICTORIA | 124.1 | c(-76.05, 4.51) |
| CALI | 123.9 | c(-76.56, 3.29) |
| RIOFRÍO | 123.9 | c(-76.27, 4.13) |
| LA UNIÓN | 123.8 | c(-76.07, 4.5) |
| LA CUMBRE | 123.6 | c(-76.63, 3.77) |
| CALI | 123.4 | c(-76.58, 3.35) |
| PRADERA | 122.2 | c(-76.25, 3.38) |
| CANDELARIA | 121.6 | c(-76.38, 3.36) |
| SAN PEDRO | 121.4 | c(-76.27, 4.01) |
| CANDELARIA | 119.9 | c(-76.4, 3.42) |
| EL CERRITO | 119.5 | c(-76.3, 3.67) |
| TORO | 119.4 | c(-76.05, 4.6) |
| GUACARÍ | 118.8 | c(-76.27, 3.79) |
| PALMIRA | 118.8 | c(-76.37, 3.62) |
| ANSERMANUEVO | 118.4 | c(-76.01, 4.71) |
| GUADALAJARA DE BUGA | 118.2 | c(-75.9, 3.84) |
| PRADERA | 117.7 | c(-76.21, 3.36) |
| PALMIRA | 117.2 | c(-76.34, 3.57) |
| EL CERRITO | 117.1 | c(-76.41, 3.69) |
| CANDELARIA | 117.0 | c(-76.3, 3.46) |
| CANDELARIA | 116.9 | c(-76.44, 3.42) |
| CANDELARIA | 116.8 | c(-76.43, 3.43) |
| PRADERA | 116.0 | c(-76.28, 3.44) |
| RIOFRÍO | 115.4 | c(-76.32, 4.08) |
| PALMIRA | 115.1 | c(-76.33, 3.58) |
| EL CERRITO | 114.3 | c(-76.36, 3.62) |
| TULUÁ | 114.1 | c(-76.27, 4.05) |
| CARTAGO | 112.9 | c(-75.93, 4.68) |
| VIJES | 112.7 | c(-76.52, 3.75) |
| ROLDANILLO | 112.4 | c(-76.1, 4.47) |
| OBANDO | 112.0 | c(-76.01, 4.59) |
| CARTAGO | 111.6 | c(-75.97, 4.72) |
| PALMIRA | 110.5 | c(-76.21, 3.61) |
| GUACARÍ | 110.0 | c(-76.37, 3.78) |
| PALMIRA | 110.0 | c(-76.37, 3.6) |
| PRADERA | 110.0 | c(-76.27, 3.47) |
| SAN PEDRO | 110.0 | c(-76.25, 4.03) |
| PRADERA | 109.7 | c(-76.25, 3.46) |
| GUADALAJARA DE BUGA | 109.6 | c(-75.9, 3.83) |
| GUADALAJARA DE BUGA | 109.2 | c(-76.34, 3.81) |
| CARTAGO | 109.0 | c(-75.98, 4.72) |
| RIOFRÍO | 109.0 | c(-76.28, 4.14) |
| PALMIRA | 108.1 | c(-76.26, 3.59) |
| CANDELARIA | 107.7 | c(-76.35, 3.38) |
| PRADERA | 107.2 | c(-76.3, 3.41) |
| CARTAGO | 106.8 | c(-75.93, 4.67) |
| YOTOCO | 106.5 | c(-76.38, 3.81) |
| LA UNIÓN | 106.1 | c(-76.07, 4.55) |
| LA VICTORIA | 105.4 | c(-75.92, 4.47) |
| ROLDANILLO | 104.8 | c(-76.1, 4.46) |
| GUACARÍ | 104.7 | c(-76.29, 3.78) |
| CARTAGO | 104.6 | c(-75.99, 4.71) |
| CARTAGO | 103.7 | c(-75.96, 4.71) |
| OBANDO | 103.4 | c(-76.01, 4.58) |
| OBANDO | 103.3 | c(-75.99, 4.66) |
| TORO | 103.2 | c(-76.06, 4.6) |
| PALMIRA | 103.0 | c(-76.01, 3.56) |
| PALMIRA | 102.8 | c(-76.42, 3.51) |
| PRADERA | 102.4 | c(-76.28, 3.45) |
| CANDELARIA | 101.9 | c(-76.33, 3.35) |
| TULUÁ | 101.9 | c(-76.27, 4.05) |
| PALMIRA | 100.9 | c(-76.34, 3.58) |
| TORO | 100.9 | c(-76.03, 4.68) |
| CANDELARIA | 100.7 | c(-76.32, 3.42) |
| GUACARÍ | 100.7 | c(-76.34, 3.72) |
| PRADERA | 99.9 | c(-76.32, 3.39) |
| CANDELARIA | 99.5 | c(-76.36, 3.44) |
| PALMIRA | 99.3 | c(-76.44, 3.47) |
| DAGUA | 98.5 | c(-76.68, 3.54) |
| CANDELARIA | 97.7 | c(-76.3, 3.46) |
| CARTAGO | 97.1 | c(-76, 4.7) |
| GUADALAJARA DE BUGA | 96.7 | c(-76.32, 3.81) |
| TULUÁ | 96.3 | c(-76.25, 4.04) |
| PALMIRA | 96.2 | c(-76.37, 3.52) |
| ROLDANILLO | 95.8 | c(-76.11, 4.47) |
| TULUÁ | 95.3 | c(-76.28, 4.1) |
| TULUÁ | 95.2 | c(-76.28, 4.09) |
| CANDELARIA | 94.8 | c(-76.38, 3.36) |
| SAN PEDRO | 94.5 | c(-76.28, 4) |
| TULUÁ | 94.5 | c(-76.24, 4.15) |
| RESTREPO | 94.4 | c(-76.54, 3.77) |
| PALMIRA | 94.2 | c(-76.43, 3.62) |
| PALMIRA | 93.3 | c(-76.27, 3.59) |
| CAICEDONIA | 93.0 | c(-75.84, 4.4) |
| CANDELARIA | 93.0 | c(-76.4, 3.4) |
| GUACARÍ | 93.0 | c(-76.36, 3.78) |
| ZARZAL | 93.0 | c(-76.12, 4.37) |
| FLORIDA | 92.5 | c(-76.27, 3.3) |
| GUACARÍ | 92.4 | c(-76.38, 3.79) |
| CANDELARIA | 92.3 | c(-76.33, 3.32) |
| YOTOCO | 92.3 | c(-76.38, 3.89) |
| PALMIRA | 92.1 | c(-76.28, 3.59) |
| PALMIRA | 92.1 | c(-76.45, 3.63) |
| SAN PEDRO | 92.0 | c(-76.3, 4.04) |
| BUGALAGRANDE | 90.9 | c(-76.18, 4.23) |
| OBANDO | 90.6 | c(-75.99, 4.57) |
| TULUÁ | 90.5 | c(-76.24, 4.07) |
| TULUÁ | 89.8 | c(-75.92, 4.05) |
| GINEBRA | 89.4 | c(-76.26, 3.75) |
| TULUÁ | 89.0 | c(-76.23, 4.12) |
| CAICEDONIA | 88.8 | c(-75.84, 4.4) |
| EL DOVIO | 88.5 | c(-76.3, 4.57) |
| CARTAGO | 88.2 | c(-75.97, 4.69) |
| BUGALAGRANDE | 87.4 | c(-76.15, 4.29) |
| CANDELARIA | 87.4 | c(-76.32, 3.43) |
| ZARZAL | 86.9 | c(-76.12, 4.35) |
| PALMIRA | 86.7 | c(-76.36, 3.61) |
| GUADALAJARA DE BUGA | 86.6 | c(-76.36, 3.8) |
| PALMIRA | 86.6 | c(-76.38, 3.62) |
| PALMIRA | 86.3 | c(-76.23, 3.61) |
| SAN PEDRO | 86.2 | c(-76.29, 4.02) |
| PALMIRA | 86.0 | c(-76.35, 3.55) |
| CANDELARIA | 84.7 | c(-76.4, 3.31) |
| PALMIRA | 84.6 | c(-76.4, 3.47) |
| TORO | 83.8 | c(-76.02, 4.67) |
| SAN PEDRO | 83.6 | c(-76.28, 4.01) |
| LA UNIÓN | 83.6 | c(-76.07, 4.54) |
| FLORIDA | 83.5 | c(-76.31, 3.3) |
| PALMIRA | 83.4 | c(-76.34, 3.48) |
| EL CERRITO | 83.2 | c(-76.34, 3.71) |
| SAN PEDRO | 83.0 | c(-76.28, 4.04) |
| TULUÁ | 82.9 | c(-76.29, 4.08) |
| GUADALAJARA DE BUGA | 82.7 | c(-76.31, 3.95) |
| PALMIRA | 82.7 | c(-76.4, 3.65) |
| TULUÁ | 82.6 | c(-75.99, 3.91) |
| SAN PEDRO | 82.4 | c(-76.26, 4) |
| GUADALAJARA DE BUGA | 82.1 | c(-75.91, 3.83) |
| CARTAGO | 82.1 | c(-75.94, 4.68) |
| CANDELARIA | 82.0 | c(-76.39, 3.35) |
| OBANDO | 81.8 | c(-75.95, 4.65) |
| PRADERA | 81.8 | c(-76.28, 3.47) |
| SAN PEDRO | 81.7 | c(-76.29, 4.01) |
| ZARZAL | 81.4 | c(-76.09, 4.38) |
| CANDELARIA | 81.2 | c(-76.44, 3.43) |
| GUACARÍ | 80.7 | c(-76.34, 3.72) |
| TULUÁ | 80.3 | c(-75.95, 4.06) |
| OBANDO | 80.0 | c(-75.98, 4.64) |
| EL CERRITO | 79.9 | c(-76.3, 3.62) |
| PALMIRA | 79.9 | c(-76.33, 3.54) |
| PALMIRA | 79.9 | c(-76.37, 3.58) |
| PALMIRA | 79.7 | c(-76.36, 3.61) |
| PALMIRA | 79.5 | c(-76.19, 3.61) |
| YOTOCO | 79.4 | c(-76.35, 3.98) |
| FLORIDA | 79.1 | c(-76.31, 3.31) |
| CANDELARIA | 79.0 | c(-76.44, 3.38) |
| PALMIRA | 78.9 | c(-76.29, 3.6) |
| PALMIRA | 78.8 | c(-76.37, 3.62) |
| ROLDANILLO | 78.5 | c(-76.1, 4.43) |
| OBANDO | 78.3 | c(-75.94, 4.63) |
| FLORIDA | 78.2 | c(-76.31, 3.31) |
| OBANDO | 78.2 | c(-75.99, 4.6) |
| CARTAGO | 77.9 | c(-75.99, 4.67) |
| PRADERA | 77.9 | c(-76.27, 3.45) |
| ZARZAL | 77.6 | c(-76.07, 4.42) |
| ANDALUCÍA | 76.4 | c(-76.23, 4.2) |
| BUGALAGRANDE | 76.3 | c(-76.22, 4.21) |
| PALMIRA | 76.2 | c(-76.33, 3.48) |
| SAN PEDRO | 76.0 | c(-76.17, 3.98) |
| TORO | 75.5 | c(-76.04, 4.66) |
| CALI | 75.2 | c(-76.63, 3.44) |
| FLORIDA | 75.2 | c(-76.31, 3.33) |
| GUACARÍ | 75.2 | c(-76.31, 3.8) |
| CANDELARIA | 75.1 | c(-76.32, 3.36) |
| PALMIRA | 74.6 | c(-76.44, 3.57) |
| ROLDANILLO | 74.5 | c(-76.15, 4.43) |
| ROLDANILLO | 74.4 | c(-76.11, 4.47) |
| GUADALAJARA DE BUGA | 74.3 | c(-75.89, 3.83) |
| FLORIDA | 74.3 | c(-76.25, 3.31) |
| PRADERA | 74.3 | c(-76.25, 3.48) |
| EL CERRITO | 74.2 | c(-76.36, 3.62) |
| EL CERRITO | 74.1 | c(-76.38, 3.69) |
| TULUÁ | 74.1 | c(-76.23, 4.07) |
| PALMIRA | 73.9 | c(-76.36, 3.6) |
| PALMIRA | 73.9 | c(-76.05, 3.64) |
| VIJES | 73.9 | c(-76.43, 3.71) |
| CANDELARIA | 73.7 | c(-76.38, 3.43) |
| OBANDO | 73.7 | c(-75.94, 4.65) |
| PALMIRA | 73.6 | c(-76.35, 3.61) |
| OBANDO | 73.2 | c(-76.02, 4.65) |
| JAMUNDÍ | 73.2 | c(-76.53, 3.14) |
| PALMIRA | 73.0 | c(-76.45, 3.52) |
| CANDELARIA | 72.5 | c(-76.35, 3.32) |
| CARTAGO | 72.1 | c(-75.99, 4.71) |
| ROLDANILLO | 72.1 | c(-76.16, 4.43) |
| YOTOCO | 72.0 | c(-76.39, 3.81) |
| PRADERA | 71.9 | c(-76.3, 3.42) |
| JAMUNDÍ | 71.9 | c(-76.56, 3.2) |
| BUGALAGRANDE | 71.8 | c(-76.17, 4.3) |
| TULUÁ | 71.7 | c(-76.29, 4.07) |
| SAN PEDRO | 71.5 | c(-76.28, 4.02) |
| BUGALAGRANDE | 71.3 | c(-76.16, 4.22) |
| CANDELARIA | 71.0 | c(-76.3, 3.45) |
| PALMIRA | 71.0 | c(-76.3, 3.48) |
| PALMIRA | 70.9 | c(-76.25, 3.5) |
| PALMIRA | 70.7 | c(-76.34, 3.57) |
| SAN PEDRO | 70.6 | c(-76.24, 4.02) |
| CANDELARIA | 70.5 | c(-76.37, 3.32) |
| DAGUA | 70.5 | c(-76.67, 3.74) |
| GUADALAJARA DE BUGA | 70.3 | c(-76.31, 3.93) |
| CANDELARIA | 70.3 | c(-76.37, 3.42) |
| OBANDO | 70.3 | c(-75.99, 4.61) |
| ANDALUCÍA | 70.2 | c(-76.19, 4.16) |
| ZARZAL | 70.2 | c(-76.04, 4.38) |
| PALMIRA | 70.1 | c(-76.35, 3.54) |
| LA VICTORIA | 70.1 | c(-76.03, 4.51) |
| CANDELARIA | 69.9 | c(-76.39, 3.35) |
| PRADERA | 69.9 | c(-76.24, 3.46) |
| CANDELARIA | 69.8 | c(-76.41, 3.35) |
| OBANDO | 69.8 | c(-75.99, 4.6) |
| BUGALAGRANDE | 69.7 | c(-76.16, 4.21) |
| BUGALAGRANDE | 69.7 | c(-76.13, 4.25) |
| PALMIRA | 69.7 | c(-76.44, 3.64) |
| PALMIRA | 69.5 | c(-76.27, 3.52) |
| CANDELARIA | 69.2 | c(-76.37, 3.34) |
| TULUÁ | 69.2 | c(-76.27, 4.07) |
| TULUÁ | 69.0 | c(-75.92, 4.04) |
| PRADERA | 68.9 | c(-76.27, 3.45) |
| GUADALAJARA DE BUGA | 68.8 | c(-76.31, 3.94) |
| ZARZAL | 68.8 | c(-76.09, 4.42) |
| PALMIRA | 68.7 | c(-76.33, 3.46) |
| LA VICTORIA | 68.6 | c(-76.02, 4.46) |
| LA VICTORIA | 68.6 | c(-75.9, 4.47) |
| GUADALAJARA DE BUGA | 68.3 | c(-76.31, 3.81) |
| PALMIRA | 68.2 | c(-76.36, 3.6) |
| CANDELARIA | 68.0 | c(-76.38, 3.38) |
| PALMIRA | 67.9 | c(-76.41, 3.56) |
| JAMUNDÍ | 67.8 | c(-76.63, 3.15) |
| FLORIDA | 67.7 | c(-76.3, 3.36) |
| PALMIRA | 67.7 | c(-76.45, 3.61) |
| JAMUNDÍ | 67.7 | c(-76.57, 3.14) |
| PALMIRA | 67.5 | c(-76.44, 3.57) |
| TULUÁ | 67.5 | c(-75.93, 4.04) |
| CANDELARIA | 66.9 | c(-76.44, 3.42) |
| CANDELARIA | 66.5 | c(-76.42, 3.41) |
| FLORIDA | 66.5 | c(-76.26, 3.31) |
| PALMIRA | 66.4 | c(-76.37, 3.63) |
| ANDALUCÍA | 66.3 | c(-76.2, 4.15) |
| BUGALAGRANDE | 66.3 | c(-76.18, 4.28) |
| PALMIRA | 66.2 | c(-76.3, 3.48) |
| SEVILLA | 65.9 | c(-75.85, 4.05) |
| OBANDO | 65.8 | c(-76, 4.62) |
| PALMIRA | 65.6 | c(-76.38, 3.52) |
| GINEBRA | 65.5 | c(-76.3, 3.75) |
| PALMIRA | 65.3 | c(-76.34, 3.57) |
| ZARZAL | 65.2 | c(-76.13, 4.35) |
| ANDALUCÍA | 65.1 | c(-76.19, 4.16) |
| PALMIRA | 65.1 | c(-76.45, 3.46) |
| PALMIRA | 65.1 | c(-76.41, 3.6) |
| JAMUNDÍ | 65.1 | c(-76.56, 3.14) |
| BUGALAGRANDE | 65.0 | c(-76.19, 4.25) |
| YUMBO | 65.0 | c(-76.52, 3.64) |
| DAGUA | 65.0 | c(-76.65, 3.75) |
| CANDELARIA | 64.8 | c(-76.4, 3.35) |
| CANDELARIA | 64.8 | c(-76.4, 3.44) |
| FLORIDA | 64.7 | c(-76.26, 3.33) |
| GUADALAJARA DE BUGA | 64.6 | c(-76.36, 3.81) |
| GUADALAJARA DE BUGA | 64.6 | c(-76.37, 3.82) |
| CANDELARIA | 64.5 | c(-76.43, 3.32) |
| CANDELARIA | 64.4 | c(-76.44, 3.41) |
| FLORIDA | 64.2 | c(-76.22, 3.32) |
| CANDELARIA | 64.0 | c(-76.34, 3.32) |
| CANDELARIA | 64.0 | c(-76.33, 3.36) |
| FLORIDA | 63.9 | c(-76.22, 3.34) |
| YUMBO | 63.9 | c(-76.49, 3.66) |
| ANSERMANUEVO | 63.8 | c(-76, 4.73) |
| ANDALUCÍA | 63.7 | c(-76.22, 4.2) |
| RIOFRÍO | 63.7 | c(-76.35, 4.07) |
| GUACARÍ | 63.6 | c(-76.37, 3.75) |
| SAN PEDRO | 63.6 | c(-76.17, 3.98) |
| DAGUA | 63.6 | c(-76.68, 3.62) |
| PALMIRA | 63.5 | c(-76.31, 3.49) |
| PALMIRA | 63.5 | c(-76.35, 3.59) |
| CARTAGO | 63.4 | c(-75.98, 4.71) |
| OBANDO | 63.4 | c(-75.98, 4.59) |
| FLORIDA | 63.1 | c(-76.31, 3.29) |
| BUGALAGRANDE | 63.0 | c(-76.16, 4.28) |
| PALMIRA | 63.0 | c(-76.35, 3.53) |
| ROLDANILLO | 63.0 | c(-76.09, 4.44) |
| PALMIRA | 62.8 | c(-76.34, 3.59) |
| CANDELARIA | 62.6 | c(-76.41, 3.45) |
| ROLDANILLO | 62.6 | c(-76.1, 4.47) |
| EL CERRITO | 62.0 | c(-76.35, 3.66) |
| TULUÁ | 61.9 | c(-76.22, 4.07) |
| PALMIRA | 61.7 | c(-76.41, 3.56) |
| CANDELARIA | 61.6 | c(-76.34, 3.43) |
| FLORIDA | 61.4 | c(-76.24, 3.29) |
| PRADERA | 61.4 | c(-76.3, 3.41) |
| LA VICTORIA | 61.3 | c(-76.03, 4.51) |
| CARTAGO | 61.1 | c(-75.93, 4.76) |
| PALMIRA | 61.0 | c(-76.38, 3.63) |
| GUADALAJARA DE BUGA | 60.9 | c(-76.33, 3.89) |
| PALMIRA | 60.9 | c(-76.3, 3.57) |
| BUGALAGRANDE | 60.8 | c(-76.18, 4.3) |
| CANDELARIA | 60.8 | c(-76.38, 3.31) |
| JAMUNDÍ | 60.8 | c(-76.52, 3.18) |
| CANDELARIA | 60.7 | c(-76.4, 3.36) |
| PALMIRA | 60.6 | c(-76.47, 3.5) |
| TULUÁ | 60.4 | c(-76.26, 4.05) |
| LA UNIÓN | 60.4 | c(-76.04, 4.56) |
| ROLDANILLO | 60.3 | c(-76.09, 4.44) |
| ROLDANILLO | 60.1 | c(-76.07, 4.45) |
| GUADALAJARA DE BUGA | 60.0 | c(-76.32, 3.8) |
| LA VICTORIA | 59.9 | c(-76.01, 4.47) |
| EL CERRITO | 59.8 | c(-76.23, 3.65) |
| OBANDO | 59.8 | c(-75.95, 4.64) |
| OBANDO | 59.6 | c(-75.96, 4.63) |
| CARTAGO | 59.5 | c(-75.95, 4.71) |
| FLORIDA | 59.5 | c(-76.32, 3.3) |
| GUADALAJARA DE BUGA | 59.3 | c(-76.02, 3.82) |
| PALMIRA | 59.3 | c(-76.32, 3.58) |
| ROLDANILLO | 59.2 | c(-76.09, 4.46) |
| TULUÁ | 59.2 | c(-76.21, 4.04) |
| ZARZAL | 59.1 | c(-76.07, 4.37) |
| FLORIDA | 59.0 | c(-76.28, 3.33) |
| PALMIRA | 58.9 | c(-76.26, 3.49) |
| PALMIRA | 58.9 | c(-76.39, 3.5) |
| PALMIRA | 58.9 | c(-76.43, 3.65) |
| LA UNIÓN | 58.8 | c(-76.05, 4.52) |
| PALMIRA | 58.6 | c(-76.1, 3.61) |
| CANDELARIA | 58.5 | c(-76.4, 3.43) |
| PRADERA | 58.5 | c(-76.29, 3.38) |
| ZARZAL | 58.5 | c(-76.13, 4.32) |
| CANDELARIA | 58.4 | c(-76.33, 3.35) |
| PALMIRA | 58.4 | c(-76.37, 3.58) |
| RIOFRÍO | 58.4 | c(-76.25, 4.15) |
| OBANDO | 58.3 | c(-76.01, 4.65) |
| PALMIRA | 58.2 | c(-76.25, 3.62) |
| CANDELARIA | 58.1 | c(-76.31, 3.45) |
| PALMIRA | 58.1 | c(-76.32, 3.53) |
| BUGALAGRANDE | 58.0 | c(-76.19, 4.23) |
| CANDELARIA | 58.0 | c(-76.35, 3.39) |
| PALMIRA | 58.0 | c(-76.43, 3.47) |
| FLORIDA | 57.5 | c(-76.31, 3.35) |
| PRADERA | 57.5 | c(-76.27, 3.37) |
| TULUÁ | 57.4 | c(-76.13, 3.99) |
| JAMUNDÍ | 57.4 | c(-76.57, 3.15) |
| PALMIRA | 57.3 | c(-76.27, 3.49) |
| ZARZAL | 57.3 | c(-76.07, 4.38) |
| ANSERMANUEVO | 57.2 | c(-76, 4.74) |
| EL CERRITO | 57.2 | c(-76.28, 3.61) |
| TULUÁ | 57.2 | c(-76.26, 4.08) |
| PALMIRA | 57.1 | c(-76.33, 3.53) |
| PALMIRA | 57.0 | c(-76.43, 3.63) |
| BUGALAGRANDE | 56.9 | c(-76.18, 4.28) |
| OBANDO | 56.9 | c(-76, 4.65) |
| PRADERA | 56.8 | c(-76.26, 3.37) |
| CANDELARIA | 56.6 | c(-76.39, 3.42) |
| PALMIRA | 56.6 | c(-76.25, 3.55) |
| TORO | 56.6 | c(-76.03, 4.68) |
| GINEBRA | 56.5 | c(-76.22, 3.7) |
| CANDELARIA | 56.3 | c(-76.41, 3.45) |
| CARTAGO | 56.2 | c(-75.93, 4.76) |
| CALI | 56.1 | c(-76.5, 3.31) |
| CALI | 56.1 | c(-76.51, 3.38) |
| YUMBO | 56.1 | c(-76.46, 3.65) |
| CANDELARIA | 56.0 | c(-76.34, 3.36) |
| OBANDO | 56.0 | c(-76, 4.66) |
| TORO | 55.9 | c(-76.02, 4.67) |
| JAMUNDÍ | 55.9 | c(-76.63, 3.19) |
| EL CERRITO | 55.8 | c(-76.39, 3.71) |
| CALI | 55.7 | c(-76.56, 3.35) |
| CARTAGO | 55.7 | c(-75.98, 4.71) |
| JAMUNDÍ | 55.7 | c(-76.54, 3.13) |
| CARTAGO | 55.3 | c(-75.98, 4.72) |
| ZARZAL | 55.3 | c(-76.13, 4.38) |
| PALMIRA | 55.2 | c(-76.39, 3.49) |
| CANDELARIA | 55.0 | c(-76.39, 3.44) |
| FLORIDA | 54.9 | c(-76.22, 3.35) |
| ANDALUCÍA | 54.8 | c(-76.19, 4.19) |
| EL CERRITO | 54.8 | c(-76.39, 3.71) |
| PALMIRA | 54.8 | c(-76.44, 3.48) |
| CANDELARIA | 54.6 | c(-76.37, 3.39) |
| PALMIRA | 54.4 | c(-76.21, 3.61) |
| CALI | 54.3 | c(-76.49, 3.34) |
| CANDELARIA | 54.3 | c(-76.45, 3.45) |
| GUACARÍ | 54.0 | c(-76.31, 3.77) |
| PALMIRA | 53.8 | c(-76.35, 3.58) |
| BUGALAGRANDE | 53.7 | c(-76.22, 4.23) |
| CANDELARIA | 53.5 | c(-76.38, 3.43) |
| PALMIRA | 53.5 | c(-76.46, 3.52) |
| ROLDANILLO | 53.5 | c(-76.1, 4.44) |
| PRADERA | 53.4 | c(-76.11, 3.43) |
| PALMIRA | 53.3 | c(-76.27, 3.58) |
| ROLDANILLO | 53.3 | c(-76.11, 4.43) |
| TULUÁ | 53.3 | c(-76.28, 4.09) |
| CANDELARIA | 53.2 | c(-76.29, 3.46) |
| PALMIRA | 53.1 | c(-76.34, 3.58) |
| TORO | 53.1 | c(-76.03, 4.59) |
| TULUÁ | 53.1 | c(-76.3, 4.07) |
| OBANDO | 52.9 | c(-75.99, 4.59) |
| OBANDO | 52.9 | c(-75.99, 4.66) |
| ROLDANILLO | 52.9 | c(-76.13, 4.42) |
| CANDELARIA | 52.8 | c(-76.38, 3.42) |
| PALMIRA | 52.7 | c(-76.44, 3.51) |
| TULUÁ | 52.7 | c(-76.26, 4.08) |
| PALMIRA | 52.6 | c(-76.35, 3.52) |
| PALMIRA | 52.6 | c(-76.3, 3.54) |
| CARTAGO | 52.5 | c(-76.01, 4.68) |
| BUGALAGRANDE | 52.4 | c(-76.22, 4.23) |
| GUADALAJARA DE BUGA | 52.2 | c(-76.22, 3.89) |
| OBANDO | 52.2 | c(-75.95, 4.63) |
| PALMIRA | 52.1 | c(-76.35, 3.57) |
| PALMIRA | 52.0 | c(-76.37, 3.48) |
| PALMIRA | 52.0 | c(-76.39, 3.6) |
| GINEBRA | 51.9 | c(-76.29, 3.72) |
| PALMIRA | 51.9 | c(-76.39, 3.47) |
| CALI | 51.8 | c(-76.49, 3.34) |
| GUADALAJARA DE BUGA | 51.8 | c(-76.33, 3.9) |
| ZARZAL | 51.8 | c(-76.09, 4.42) |
| ROLDANILLO | 51.6 | c(-76.13, 4.42) |
| CANDELARIA | 51.5 | c(-76.38, 3.32) |
| PALMIRA | 51.5 | c(-76, 3.56) |
| PALMIRA | 51.4 | c(-76.42, 3.65) |
| TULUÁ | 51.4 | c(-75.96, 4.06) |
| PALMIRA | 50.9 | c(-76.43, 3.47) |
| ROLDANILLO | 50.9 | c(-76.1, 4.45) |
| ROLDANILLO | 50.9 | c(-76.09, 4.48) |
| TORO | 50.9 | c(-76.03, 4.63) |
| CANDELARIA | 50.7 | c(-76.4, 3.45) |
| PRADERA | 50.7 | c(-76.23, 3.38) |
| PRADERA | 50.7 | c(-76.28, 3.43) |
| ROLDANILLO | 50.6 | c(-76.1, 4.47) |
| GUADALAJARA DE BUGA | 50.4 | c(-75.93, 3.76) |
| TULUÁ | 50.4 | c(-75.91, 4.15) |
| YUMBO | 50.4 | c(-76.51, 3.54) |
| PALMIRA | 50.3 | c(-76.29, 3.59) |
| GUADALAJARA DE BUGA | 50.2 | c(-76.33, 3.91) |
| BUGALAGRANDE | 50.1 | c(-76.19, 4.25) |
| CANDELARIA | 50.1 | c(-76.33, 3.45) |
| GUACARÍ | 50.1 | c(-76.29, 3.76) |
| TULUÁ | 50.1 | c(-75.86, 4.01) |
| TULUÁ | 50.1 | c(-75.93, 4.03) |
| BUGALAGRANDE | 50.0 | c(-76.21, 4.22) |
| EL ÁGUILA | 50.0 | c(-76.03, 4.93) |
| ROLDANILLO | 50.0 | c(-76.12, 4.42) |
---
title: "Seguimiento a especies y cultivos"
uthor: "EM Technology"
output:
flexdashboard::flex_dashboard:
logo: "C:/Users/oscar/OneDrive - Ecopetrol S.A/EM AI Technology/Logos_ByTailorBrands/EM_logo_dashboard.jpg"
orientation: columns
vertical_layout: fill
theme: yeti
social: [ "X", "facebook", "linkedin", "Instagram" ]
source_code: embed
---
<style>
.navbar-inverse {
background-color: #000000;
border-color: #006687;
}
</style>
```{r, include=FALSE, warning=FALSE}
library(flexdashboard)
library(tidyverse)
library(highcharter)
library(gt)
library(htmltools)
library(viridis)
library(raster)
library(leaflegend)
library(stringr)
library(sf)
library(tidyverse)
library(gtools)
library(plotly)
library(leaflet)
library(foreign)
library(htmltools)
library(mapview)
library(leaflet.extras)
library(rworldxtra)
library(basemaps)
library(sp)
library(maps)
library(hrbrthemes)
library(readxl)
library(RColorBrewer)
library(classInt)
library(terra)
library(fs)
library(geosphere)
library(ggmap)
library(osrm)
library(R.utils)
library(ggmap)
library(lubridate)
library(rgbif)
library(ggspatial)
library(ggplot2)
library(rnaturalearth)
library(Hmisc)
library(tidytext)
library(patchwork) #dividir la ventana grafica para mostrar varios graficos
library(knitr)
```
```{r, warning=FALSE}
# importing dataset
fire <- read.dbf(file = "../CDMB/data/tablas_shapefile_incendios/Incendios_ValleCauca.dbf")
mpio <- st_read("../CDMB/data/archivos_shapefile/MGN2018_MPIO_POLITICO/MGN_MPIO_POLITICO.shp", quiet = TRUE)
vlle <- st_read("../CDMB/data_dashboard/vlle.shp", quiet = TRUE)
shpf <- st_read("../CDMB/data_dashboard/shpf.shp", quiet = TRUE)
icon <- icons("../CDMB/graficos/Icons/fire_v5.svg", iconWidth = 20, iconHeight = 20)
cffe <- st_read("../CDMB/data_dashboard/cffe.shp", quiet = TRUE)
fire_count <- read.csv("../CDMB/data_dashboard/fire_count.csv")
fire_count_top <- read.csv("../CDMB/data_dashboard/fire_count_top.csv")
fire_vlle <- st_read("../CDMB/data_dashboard/fire_vlle.shp", quiet = TRUE)
fire1 <- st_read("../CDMB/data_dashboard/fire1.shp", quiet = TRUE)
rsl <- st_read("../CDMB/data_dashboard/rsl.shp", quiet = TRUE)
varb <- read.csv("../CDMB/data_dashboard/varb.csv")
```
```{r, warning=FALSE, message=FALSE}
# Importing second data nicho ecologico
pnts <- read_csv("../CDMB/data/ext_valores_clima_archivo_ptos/bradypus.csv")
dpto <- shapefile("../CDMB/data/archivos_shapefile/MGN2018_DPTO_POLITICO/MGN_DPTO_POLITICO.shp", quiet = TRUE)
clmt <- list.files(path = "../CDMB/data/ext_valores_clima_archivo_ptos/WORLDCLIM_COLOMBIA/WORLDCLIM_COLOMBIA",
full.names = TRUE, pattern = ".tif$")
```
```{r, warning=FALSE}
# Load data cafe---------------------------------------------------------------
tble <- read_excel("../CDMB/data/mapa_con_shapefile_categorico/EVAgrícola_SIPRA_AGRONET_2020.xlsx")
wrld <- st_read("../CDMB/data/area_cosecha_cafe/all_countries/all_countries.shp", quiet = TRUE)
```
Incendios
================================================================================
Column {.tabset .tabset-fade data-width=650}
--------------------------------------------------------------------------------
### Mapa de incendios Valle del Cauca
```{r, warning=FALSE, message=FALSE}
shpf %>%
leaflet() %>%
addMarkers(
icon = icon,
popup = sprintf(paste0('FRP: ', as.character(shpf$FRP), ' - Fecha: ', as.character(shpf$ACQ_DATE)))
) %>%
addPolygons(
data = vlle,
col = 'white',
fillOpacity = 0.1,
popup = sprintf(paste0('Municipio: ', vlle$MPIO_CNMBR))
) %>%
addControl(html = "<p><strong><em>Visualización de datos de NASA-FIRE para el Valle del Cauca</em></strong></p>",
position = "topright")%>%
addControl(html = "<p><strong><em>Autor: EM Technology</em></strong></p>",
position = "bottomright") %>%
addResetMapButton() %>%
addLayersControl(baseGroups = c("Satellite", "OSM","Terrain","CartoDB","Terrain.ESRI", "Toner Lite","CartoDB.Positron","Toner","heatmap de Castaña"),
overlayGroups = c( "Bloques", "Inventario"),
position = "topright",
options = layersControlOptions(collapsed = T)) %>%
addProviderTiles(provider = "Esri.WorldImagery", group = "Satelital") %>%
addProviderTiles(providers$OpenStreetMap, group = "OSM")%>%
addProviderTiles(providers$Esri.WorldImagery, group = "Satellite")%>%
addMiniMap(tiles = providers$Esri.WorldImagery,toggleDisplay = TRUE, position = "bottomleft")
```
### Brillo emitido por los incendios {data-height=600}
```{r, warning=FALSE}
custom_colors <- viridis::mako(n=15)
fire_vlle %>%
group_by(MPIO_CNMBR) %>%
summarise(brillo= sum(BRIGHTNESS)) %>%
arrange(desc(brillo)) %>%
head(15) %>%
hchart('bar', hcaes(x = MPIO_CNMBR, y = brillo,color = custom_colors)) %>% hc_add_theme(hc_theme_google()) %>%
hc_tooltip(pointFormat = '<b>Brillo: </b> {point.y} <br>') %>%
hc_title(text = 'Brillo emitido por los incendios Valle del Cauca 2002-2014',
style = list(fontSize = '25px', fontWeight = 'bold')) %>%
hc_subtitle(text = 'By EM Technology',
style = list(fontSize = '16px')) %>%
hc_credits(enabled = TRUE, text = 'EM Technology')
```
Column {data-width=350}
-----------------------------------------------------------------------
### {.no-padding}
```{r, warning=FALSE}
custom_colors <- viridis::mako(n=15)
fire_vlle %>%
group_by(MPIO_CNMBR) %>%
summarise(FRP = sum(FRP)) %>%
arrange(desc(FRP)) %>%
head(15) %>%
hchart('column', hcaes(x = MPIO_CNMBR, y = FRP,color = custom_colors)) %>% hc_add_theme(hc_theme_google()) %>%
hc_tooltip(pointFormat = '<b>kJ/m/s: </b> {point.y} <br>') %>%
hc_title(text = 'FRP incendios Valle del Cauca 2002 to 2014',
style = list(fontSize = '25px', fontWeight = 'bold')) %>%
hc_subtitle(text = 'By kJ/m/s',
style = list(fontSize = '16px')) %>%
hc_credits(enabled = TRUE, text = 'EM Technology')
```
### {.no-padding}
```{r, warning=FALSE}
# Create HTML table
# HTML table
div(style = 'height:600px; overflow-y:scroll', gt(fire1) %>%
tab_header(title = md('Mayores FRP desde 2002 to 2014'),
subtitle = md('By EM Technology')) %>%
opt_table_font(font = list(google_font('Chivo'), default_fonts())) %>%
tab_style(location = cells_column_labels(columns = everything()),
style = list(cell_borders(sides = 'bottom',
weight = px(2)),
cell_text(weight = 'bold'))) %>%
tab_options(table.font.size = px(12L),
table.border.top.style = 'none',
column_labels.border.bottom.width = 2,
table_body.border.top.style = 'none',
data_row.padding = px(3)))
```